{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "46923f2d-a756-48ee-bfaa-3ab42ecfb5a7",
   "metadata": {},
   "source": [
    "Chapter 17\n",
    "# 度分析，空手道俱乐部\n",
    "Book_6《数据有道》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9cd10673-6ea8-4ada-866f-c5903c8785e9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "230312a5-8498-4ecd-8ddd-f6708a2ea35e",
   "metadata": {},
   "outputs": [],
   "source": [
    "G = nx.karate_club_graph() \n",
    "# 空手道俱乐部图\n",
    "pos = nx.spring_layout(G,seed=2) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "bcc910b4-b208-49ad-9c8a-3d3b3968d606",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (6,6))\n",
    "\n",
    "nx.draw_networkx(G, pos)\n",
    "plt.savefig('全图.svg')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64ea6980-bd77-45c2-b293-b1bd0328ef0c",
   "metadata": {},
   "source": [
    "## 度分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "59ebf3cb-61a6-4f61-a8a9-79a2745f9164",
   "metadata": {},
   "outputs": [],
   "source": [
    "degree_sequence = sorted((d for n, d in G.degree()), \n",
    "                         reverse=True)\n",
    "# 度数大小排序"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0ba459e3-0eae-4b58-9a09-e105fea1455f",
   "metadata": {},
   "outputs": [],
   "source": [
    "dmax = max(degree_sequence)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "15b8cd73-09b2-4240-baab-ea2c6be051e9",
   "metadata": {},
   "outputs": [],
   "source": [
    "dict_degree = dict(G.degree())\n",
    "# 将结果转为字典"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "edddc02c-81ee-457e-b1e4-91b1ff8f277b",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Key</th>\n",
       "      <th>Values</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>30</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>32</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>33</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Key  Values\n",
       "0     0      16\n",
       "1     1       9\n",
       "2     2      10\n",
       "3     3       6\n",
       "4     4       3\n",
       "5     5       4\n",
       "6     6       4\n",
       "7     7       4\n",
       "8     8       5\n",
       "9     9       2\n",
       "10   10       3\n",
       "11   11       1\n",
       "12   12       2\n",
       "13   13       5\n",
       "14   14       2\n",
       "15   15       2\n",
       "16   16       2\n",
       "17   17       2\n",
       "18   18       2\n",
       "19   19       3\n",
       "20   20       2\n",
       "21   21       2\n",
       "22   22       2\n",
       "23   23       5\n",
       "24   24       3\n",
       "25   25       3\n",
       "26   26       2\n",
       "27   27       4\n",
       "28   28       3\n",
       "29   29       4\n",
       "30   30       4\n",
       "31   31       6\n",
       "32   32      12\n",
       "33   33      17"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(list(dict_degree.items()), columns=['Key', 'Values'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "06f709d6-8e57-49eb-abbb-fb6dda3a7485",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 每个节点的具体度数\n",
    "plt.bar(dict_degree.keys(),dict_degree.values())\n",
    "plt.xlabel('Node label')\n",
    "plt.ylabel('Degree')\n",
    "plt.savefig('节点度数bar chart.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b24575e3-975c-4407-86ca-410d4b7bd092",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{1, 2, 3, 4, 5, 6, 9, 10, 12, 16, 17}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(degree_sequence)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "74f6f1ec-a4ff-429d-87b2-e191be1fb965",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (6,3))\n",
    "ax.plot(degree_sequence, \"b-\", marker=\"o\")\n",
    "ax.set_ylabel(\"Degree\")\n",
    "ax.set_xlabel(\"Rank\")\n",
    "ax.set_xlim(0,34)\n",
    "ax.set_ylim(0,17)\n",
    "plt.savefig('度数等级图.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "730de019-cbb1-46fe-9ebd-8c4234e0a7d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (6,3))\n",
    "ax.bar(*np.unique(degree_sequence, return_counts=True))\n",
    "ax.set_xlabel(\"Degree\")\n",
    "ax.set_ylabel(\"Number of Nodes\")\n",
    "plt.savefig('度数直方图.svg')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "771bb003-6499-465e-93c0-f158587e4015",
   "metadata": {},
   "source": [
    "## 根据度数渲染节点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a053e6ac-7adc-4b88-9f41-4d1b09ecc690",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 自定义函数，过滤dict\n",
    "def filter_value(dict_, unique):\n",
    "    \n",
    "    newDict = {}\n",
    "    for (key, value) in dict_.items():\n",
    "        if value == unique:\n",
    "            newDict[key] = value\n",
    "            \n",
    "    return newDict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "968e5011-b006-40fa-9239-72c9c1dff684",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\james\\anaconda3\\lib\\site-packages\\networkx\\drawing\\nx_pylab.py:437: UserWarning: *c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2D array with a single row if you intend to specify the same RGB or RGBA value for all points.\n",
      "  node_collection = ax.scatter(\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 根据度数大小渲染节点\n",
    "unique_deg = set(degree_sequence)\n",
    "# 取出节点度数独特值\n",
    "\n",
    "colors = plt.cm.RdYlBu_r(np.linspace(0, 1, len(unique_deg)))\n",
    "# 独特值的颜色映射\n",
    "\n",
    "plt.figure(figsize = (6,6))\n",
    "nx.draw_networkx_edges(G, pos)\n",
    "# 绘制图的边\n",
    "\n",
    "# 分别绘制不同度数节点\n",
    "for deg_i, color_i in zip(unique_deg,colors):\n",
    "    \n",
    "    dict_i = filter_value(dict_degree,deg_i)\n",
    "    nx.draw_networkx_nodes(G, pos, \n",
    "                           nodelist = list(dict_i.keys()), \n",
    "                           node_color = color_i)\n",
    "plt.savefig('根据度数大小渲染节点.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "557b860f-80d7-450e-9390-1026d5e858dd",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
